{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skimage.io import imread, imshow\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2d5ad512e8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow('data/roger-federer.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = imread('data/roger-federer.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(683, 1024, 3)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = img/255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2d5b86fb38>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans = KMeans(n_clusters=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
       "    n_clusters=4, n_init=10, n_jobs=None, precompute_distances='auto',\n",
       "    random_state=None, tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.fit(img.reshape(-1,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.17558038, 0.41794009, 0.70204447],\n",
       "       [0.52907773, 0.39525774, 0.28268481],\n",
       "       [0.13721209, 0.14219845, 0.14079916],\n",
       "       [0.79303101, 0.781762  , 0.76542967]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 0, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_new = kmeans.cluster_centers_[kmeans.labels_]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_tf = img_new.reshape(683,1024,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2d5806bcf8>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(img_tf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
